{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 2: Quantization Aware Training with CIFAR\n",
    "\n",
    "In this notebook, we explain the constraints that fully homomorphic encryption **(FHE)** imposes on neural networks and how to **quantize a custom pretrained** neural network to make in compatible with FHE.\n",
    "\n",
    "In order to make inference of neural networks work with FHE, two main constraints must be respected :\n",
    "\n",
    "- Quantization: the input data and model's weights and activations must be integers. In Concrete ML, this step is performed automatically for built-in models. In the case of Neural Networks, this is done using techniques such as Quantized Aware Training (QAT)through the use of [Brevitas](https://github.com/Xilinx/brevitas)\n",
    "\n",
    "- Precision limitation: The current version of Concrete ML has a precision limitation of $16$-bits, i.e., it doesn't support encrypted values larger than $16$-bits integers\n",
    "\n",
    "This notebook shows how to perform quantization aware training using Brevitas to solve a classification task on CIFAR-10 and CIFAR-100."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import the required packages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import concrete.compiler\n",
    "import torch\n",
    "from cifar_utils import (\n",
    "    fhe_compatibility,\n",
    "    get_dataloader,\n",
    "    mapping_keys,\n",
    "    plot_baseline,\n",
    "    plot_dataset,\n",
    "    torch_inference,\n",
    "    train,\n",
    ")\n",
    "\n",
    "# As we follow the same methodology for quantization aware training for CIFAR-10 and CIFAR-100.\n",
    "# Let's import some generic functions.\n",
    "from models import QuantVGG11\n",
    "from torchvision import datasets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## From torch to Brevitas network\n",
    " \n",
    " Brevitas offers a quantized version of almost all torch layers. So, to quantize an existing torch model, you need to convert each torch layer to its Brevitas  equivalent and provide some extra quantization parameters, like : \n",
    "\n",
    "- bit_width: quantization bits for activations\n",
    "- weight_bit_width: quantization bits for weights\n",
    "- weight_quant : quantization protocol for the weights\n",
    "- act_quant : quantization protocol for the activations\n",
    "\n",
    "To quantize the input data, you have to add a very first QuantIdentity layer. It's also possible to use un-variate Pytorch layers mixed in with Brevitas quantized layers. \n",
    "\n",
    "For instance with Brevitas, the [Fp32VGG11](models.py) shown in the first [notebook](FromImageNetToCifar.ipynb) becomes [QuantVGG11](models.py)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Device Type: cpu\n"
     ]
    }
   ],
   "source": [
    "bit = 5\n",
    "\n",
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "\n",
    "print(f\"Device Type: {device}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Concrete ML also supports a CUDA-enabled backend. To set it up, follow the instructions in the official [guide](../../../docs/guides/using_gpu.md) for installing the GPU-enabled Concrete compiler."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "compilation_device = \"cuda\" if concrete.compiler.check_gpu_available() else \"cpu\"\n",
    "\n",
    "print(f\"Is GPU enabled: {concrete.compiler.check_gpu_enabled()}\")\n",
    "print(f\"Is GPU available: {concrete.compiler.check_gpu_available()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Quantization Aware Training (QAT) with CIFAR-100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_c100 = {\n",
    "    \"output_size\": 100,\n",
    "    \"batch_size\": 128,\n",
    "    \"training\": \"quant\",\n",
    "    \"dataset_name\": \"CIFAR_100\",\n",
    "    \"dataset\": datasets.CIFAR100,\n",
    "    \"mean\": [0.485, 0.456, 0.406],\n",
    "    \"std\": [0.229, 0.224, 0.225],\n",
    "    \"lr\": 6e-5,\n",
    "    \"seed\": 727,\n",
    "    \"epochs\": 10,\n",
    "    \"gamma\": 0.01,\n",
    "    \"milestones\": [3, 5],\n",
    "    \"criterion\": torch.nn.CrossEntropyLoss(),\n",
    "    \"accuracy_test\": [],\n",
    "    \"accuracy_train\": [],\n",
    "    \"loss_test_history\": [],\n",
    "    \"loss_train_history\": [],\n",
    "    \"dir\": \"./checkpoints/CIFAR_100\",\n",
    "    \"pre_trained_path\": \"fp32/CIFAR_100_fp32_state_dict.pt\",\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CIFAR-100 data-set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load CIFAR-100 data-set.\n",
    "train_loader_c100, test_loader_c100 = get_dataloader(param=param_c100)\n",
    "\n",
    "# Let’s visualize `n` images from CIFAR-100 data-set.\n",
    "plot_dataset(test_loader_c100, param_c100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quantized model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "quant_vgg = QuantVGG11(bit=bit, output_size=param_c100[\"output_size\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case, there are two possible scenarios: either we initialize the model's weights with those of the pre-trained model or we train the model from scratch. In this notebook, we have opted to use the first strategy. Please refer to the [first notebook](FromImageNetToCifar.ipynb) for additional details on how we managed to get the fp32 weights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "checkpoint = torch.load(\n",
    "    f\"{param_c100['dir']}/{param_c100['pre_trained_path']}\", map_location=device\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mapping keys\n",
    "\n",
    "Caution: to load a pre-entrained fp32 state_dict into its equivalent quantized network it is necessary to have the same network architecture and same layer namings, otherwise it will raise an error.\n",
    "\n",
    "The shift in the layer names in state_dict is due to the addition of QuantIdentity layers, that are necessary to ensure that the intermediate values of the model are all properly quantized."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "quant_vgg = mapping_keys(checkpoint, quant_vgg, device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Accuracy before QAT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 1 accuracy before fine-tuning = 7.3217%\n"
     ]
    }
   ],
   "source": [
    "# It's better than a random classifier.\n",
    "\n",
    "acc_before_ft = torch_inference(quant_vgg, test_loader_c100, device=device)\n",
    "param_c100[\"accuracy_test\"].append(acc_before_ft)\n",
    "\n",
    "print(f\"Top 1 accuracy before fine-tuning = {acc_before_ft * 100:.4f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FHE compatibility \n",
    "\n",
    "It's a good practice to first check the FHE-compatibility and whether homomorphic inference is achievable or not before moving on. \n",
    "\n",
    "To use this FHE simulation, the user needs to provide a representative set of data in order to determine the maximum bit-width within the circuit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The user can either provide the entire train data-set or a smaller but representative subset.\n",
    "# As each batch is shuffled and contains 128 samples, it's a potential subset.\n",
    "\n",
    "data_calibration, _ = next(iter(train_loader_c100))\n",
    "\n",
    "qmodel = fhe_compatibility(quant_vgg, data_calibration, device=compilation_device)\n",
    "\n",
    "print(\n",
    "    f\"With {param_c100['dataset_name']}, the maximum bit-width in the circuit = \"\n",
    "    f\"{qmodel.fhe_circuit.graph.maximum_integer_bit_width()}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fine-tuning using Quantization aware training (QAT) with Brevitas\n",
    "\n",
    "For the fine-tuning approach, it is recommended to start with a low learning rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch  0: Train loss = 0.5070 VS Test loss = 1.3996 - Accuracy train: 0.8428 VS Accuracy test: 0.6791\n",
      "Epoch  1: Train loss = 0.3827 VS Test loss = 1.4884 - Accuracy train: 0.8800 VS Accuracy test: 0.6805\n",
      "Epoch  2: Train loss = 0.3163 VS Test loss = 1.5556 - Accuracy train: 0.8996 VS Accuracy test: 0.6873\n",
      "Epoch  3: Train loss = 0.2609 VS Test loss = 1.5615 - Accuracy train: 0.9170 VS Accuracy test: 0.6855\n",
      "Epoch  4: Train loss = 0.2505 VS Test loss = 1.5604 - Accuracy train: 0.9189 VS Accuracy test: 0.6877\n",
      "Epoch  5: Train loss = 0.2497 VS Test loss = 1.5592 - Accuracy train: 0.9218 VS Accuracy test: 0.6889\n",
      "Epoch  6: Train loss = 0.2498 VS Test loss = 1.5576 - Accuracy train: 0.9219 VS Accuracy test: 0.6882\n",
      "Epoch  7: Train loss = 0.2442 VS Test loss = 1.5540 - Accuracy train: 0.9222 VS Accuracy test: 0.6894\n",
      "Epoch  8: Train loss = 0.2434 VS Test loss = 1.5576 - Accuracy train: 0.9228 VS Accuracy test: 0.6879\n",
      "Epoch  9: Train loss = 0.2504 VS Test loss = 1.5537 - Accuracy train: 0.9205 VS Accuracy test: 0.6897\n",
      "100%|██████████| 10/10 [11:03<00:00, 66.38s/it]\n"
     ]
    }
   ],
   "source": [
    "quant_vgg = train(quant_vgg, train_loader_c100, test_loader_c100, param_c100, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 78/78 [00:02<00:00, 32.94it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running time: 0.0002 sec.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_baseline(param_c100, test_loader_c100, device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, convergence occurs very quickly, in just one epoch we nearly reached the accuracy of the pre-trained model in fp32. The fine-tuning strategy appears to be quite efficient to save time and computating power.\n",
    "\n",
    "If you choose to train the model from scratch, you'll need more epochs and a thorough understanding of the Brevitas framework to achieve good results."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Quantization Aware Training (QAT) with CIFAR-10\n",
    "\n",
    "Since the methodology is the same, we do exactly the same thing but this time with the CIFAR-10 hyper-parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_c10 = {\n",
    "    \"output_size\": 10,\n",
    "    \"batch_size\": 128,\n",
    "    \"training\": \"quant\",\n",
    "    \"dataset_name\": \"CIFAR_10\",\n",
    "    \"dataset\": datasets.CIFAR10,\n",
    "    \"std\": [0.247, 0.243, 0.261],\n",
    "    \"mean\": [0.4914, 0.4822, 0.4465],\n",
    "    \"seed\": 42,\n",
    "    \"lr\": 1e-5,\n",
    "    \"epochs\": 9,\n",
    "    \"gamma\": 0.1,\n",
    "    \"milestones\": [4],\n",
    "    \"criterion\": torch.nn.CrossEntropyLoss(),\n",
    "    \"accuracy_test\": [],\n",
    "    \"accuracy_train\": [],\n",
    "    \"loss_test_history\": [],\n",
    "    \"loss_train_history\": [],\n",
    "    \"dir\": \"./checkpoints/CIFAR_10\",\n",
    "    \"pre_trained_path\": \"fp32/CIFAR_10_fp32_state_dict.pt\",\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CIFAR-10 data-set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load CIFAR-10 data-set.\n",
    "\n",
    "train_loader_c10, test_loader_c10 = get_dataloader(param=param_c10)\n",
    "\n",
    "# Let’s visualize `n` images from CIFAR-100 data-set.\n",
    "\n",
    "plot_dataset(test_loader_c10, param_c10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quantized model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiate our custom vgg11 network.\n",
    "quant_vgg = QuantVGG11(bit=bit, output_size=param_c10[\"output_size\"]).to(device)\n",
    "\n",
    "checkpoint = torch.load(f\"{param_c10['dir']}/{param_c10['pre_trained_path']}\", map_location=device)\n",
    "# checkpoint = torch.load(\"./checkpoints/CIFAR_10/fp32/CIFAR10_fp32_weights_acc_0.9013.pt\")\n",
    "\n",
    "# Mapping keys.\n",
    "quant_vgg = mapping_keys(checkpoint, quant_vgg, device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Accuracy before QAT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 78/78 [00:05<00:00, 15.04it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running time: 0.0005 sec.\n",
      "Top-1 accuracy before fine-tuning = 29.3570%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# It's better than a random classifier.\n",
    "\n",
    "acc_before_ft = torch_inference(quant_vgg, test_loader_c10, device=device)\n",
    "param_c10[\"accuracy_test\"].append(acc_before_ft)\n",
    "\n",
    "print(f\"Top-1 accuracy before fine-tuning = {acc_before_ft * 100:.4f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FHE-compatibility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "With CIFAR_10, the circuit has a maximum bit-width of 14-bits.\n"
     ]
    }
   ],
   "source": [
    "# Check the FHE-compatibility.\n",
    "data, _ = next(iter(train_loader_c10))\n",
    "\n",
    "qmodel = fhe_compatibility(quant_vgg, data, device=compilation_device)\n",
    "\n",
    "print(\n",
    "    f\"With {param_c10['dataset_name']}, the circuit has a maximum bit-width of \"\n",
    "    f\"{qmodel.fhe_circuit.graph.maximum_integer_bit_width()}-bits.\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fine-tuning using Quantization aware training (QAT) with Brevitas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch  0: Train loss = 0.2612 VS Test loss = 0.3473 - Accuracy train: 0.9084 VS Accuracy test: 0.8895\n",
      "Epoch  1: Train loss = 0.2136 VS Test loss = 0.3421 - Accuracy train: 0.9252 VS Accuracy test: 0.8902\n",
      "Epoch  2: Train loss = 0.1629 VS Test loss = 0.3267 - Accuracy train: 0.9443 VS Accuracy test: 0.8986\n",
      "Epoch  3: Train loss = 0.1578 VS Test loss = 0.3236 - Accuracy train: 0.9467 VS Accuracy test: 0.8999\n",
      "Epoch  4: Train loss = 0.1521 VS Test loss = 0.3227 - Accuracy train: 0.9470 VS Accuracy test: 0.9006\n",
      "Epoch  5: Train loss = 0.1520 VS Test loss = 0.3185 - Accuracy train: 0.9472 VS Accuracy test: 0.9042\n",
      "100%|██████████| 6/6 [07:19<00:00, 73.27s/it]\n"
     ]
    }
   ],
   "source": [
    "# Quantization Aware Training.\n",
    "quant_vgg = train(quant_vgg, train_loader_c10, test_loader_c10, param_c10, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_baseline(param_c10, test_loader_c10, device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After $3$ epochs, we reached the accuracy of the pre-trained model in fp32."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "\n",
    "By initializing the Brevitas FHE-friendly network with pre-trained fp32 weights and using quantization aware training approach we can see that the convergence is extremely fast, after one epoch we nearly catch up with the baseline in fp32.\n",
    "\n",
    "However, the quantization process could cause a slight decrease in performance.\n",
    "\n",
    "Data-set     | Top1-accuracy with Brevitas | Top1-accuracy with Pytorch \n",
    "-------------|---------------------------- |---------------------------\n",
    "CIFAR-10     | $90.42$%                    | $90.11$%  \n",
    "CIFAR-100    | $68.46$%                    | $70.43$%   \n",
    "\n",
    "\n",
    "In this notebook, we have explained why we need to quantize a model, how to check if a network is FHE-compliant and how to quantize an fp32 pre-trained model using Quantization Aware Training (QAT) with Bravitas.\n",
    "\n",
    "In the third [notebook](CifarInFhe.ipynb), we will show how to evaluate a quantized model in FHE. "
   ]
  }
 ],
 "metadata": {
  "execution": {
   "timeout": 10800
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
